Schematic overview of the cellular and molecular mechanisms involved in the cancer progression, including the proposed cellular and molecular mechanisms in cancer cells trajectory. AT1: alveolar type 1 cells; AT2: alveolar type 2 cells; AAH: atypical adenomatous hyperplasia; AIS: adenocarcinoma in situ; MIA: minimally invasive adenocarcinoma; IA: invasive adenocarcinoma; EMT: epithelial-mesenchymal transition

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Center for Computational Systems Medicine
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Gene summary

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Malignant transformation analysis

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Malignant transformation related pathway analysis

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Cell-cell communication analysis

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Single-cell gene regulatory network inference analysis

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Somatic mutation of malignant transformation related genes

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Related drugs of malignant transformation related genes

Gene: SNX2

Gene summary for SNX2

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

SNX2

Gene ID

6643

Gene namesorting nexin 2
Gene AliasTRG-9
Cytomap5q23.2
Gene Typeprotein-coding
GO ID

GO:0000902

UniProtAcc

O60749


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Malignant transformation analysis

check button Identification of the aberrant gene expression in precancerous and cancerous lesions by comparing the gene expression of stem-like cells in diseased tissues with normal stem cells
check button Malignant transformation involving gene list.
Entrez IDSymbolReplicatesSpeciesOrganTissueAdj P-valueLog2FCMalignancy
6643SNX2LZE4THumanEsophagusESCC2.21e-143.32e-010.0811
6643SNX2LZE7THumanEsophagusESCC7.66e-062.73e-010.0667
6643SNX2LZE8THumanEsophagusESCC5.21e-134.43e-010.067
6643SNX2LZE24THumanEsophagusESCC8.35e-278.89e-010.0596
6643SNX2LZE21THumanEsophagusESCC3.09e-032.02e-010.0655
6643SNX2LZE6THumanEsophagusESCC2.33e-053.62e-010.0845
6643SNX2P1T-EHumanEsophagusESCC1.89e-023.68e-010.0875
6643SNX2P2T-EHumanEsophagusESCC7.36e-538.67e-010.1177
6643SNX2P4T-EHumanEsophagusESCC3.36e-265.49e-010.1323
6643SNX2P5T-EHumanEsophagusESCC1.46e-143.30e-010.1327
6643SNX2P8T-EHumanEsophagusESCC2.35e-335.80e-010.0889
6643SNX2P9T-EHumanEsophagusESCC1.54e-133.90e-010.1131
6643SNX2P10T-EHumanEsophagusESCC1.18e-416.06e-010.116
6643SNX2P11T-EHumanEsophagusESCC4.26e-165.10e-010.1426
6643SNX2P12T-EHumanEsophagusESCC3.13e-418.88e-010.1122
6643SNX2P15T-EHumanEsophagusESCC3.66e-379.18e-010.1149
6643SNX2P16T-EHumanEsophagusESCC7.31e-275.60e-010.1153
6643SNX2P17T-EHumanEsophagusESCC4.79e-054.18e-010.1278
6643SNX2P19T-EHumanEsophagusESCC1.37e-108.39e-010.1662
6643SNX2P20T-EHumanEsophagusESCC6.34e-369.40e-010.1124
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
EsophagusThe image shows the transcriptomic changes along malignancy continuum.log2FC in expression of this searched gene in stem-like cells from each diseased tissue sample relative to stem-like cells in normal samples in each tissue plotted against the malignancy continuum. Samples are colored based on if they are from different disease stage.ESCC: Esophageal squamous cell carcinoma
HGIN: High-grade intraepithelial neoplasias
LGIN: Low-grade intraepithelial neoplasias
LiverThe image shows the transcriptomic changes along malignancy continuum.log2FC in expression of this searched gene in stem-like cells from each diseased tissue sample relative to stem-like cells in normal samples in each tissue plotted against the malignancy continuum. Samples are colored based on if they are from different disease stage.HCC: Hepatocellular carcinoma
NAFLD: Non-alcoholic fatty liver disease
Oral CavityThe image shows the transcriptomic changes along malignancy continuum.log2FC in expression of this searched gene in stem-like cells from each diseased tissue sample relative to stem-like cells in normal samples in each tissue plotted against the malignancy continuum. Samples are colored based on if they are from different disease stage.EOLP: Erosive Oral lichen planus
LP: leukoplakia
NEOLP: Non-erosive oral lichen planus
OSCC: Oral squamous cell carcinoma
SkinThe image shows the transcriptomic changes along malignancy continuum.log2FC in expression of this searched gene in stem-like cells from each diseased tissue sample relative to stem-like cells in normal samples in each tissue plotted against the malignancy continuum. Samples are colored based on if they are from different disease stage.AK: Actinic keratosis
cSCC: Cutaneous squamous cell carcinoma
SCCIS:squamous cell carcinoma in situ
ThyroidThe image shows the transcriptomic changes along malignancy continuum.log2FC in expression of this searched gene in stem-like cells from each diseased tissue sample relative to stem-like cells in normal samples in each tissue plotted against the malignancy continuum. Samples are colored based on if they are from different disease stage.ATC: Anaplastic thyroid cancer
HT: Hashimoto's thyroiditis
PTC: Papillary thyroid cancer
∗log2FC in expression of this searched gene in stem-like cells from each diseased tissue sample relative to stem-like cells in normal samples in each tissue plotted against the malignancy continuum. Samples are colored based on if they are from different disease stage.

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Malignant transformation related pathway analysis

check buttonFind out the enriched GO biological processes and KEGG pathways involved in transition from healthy to precancer to cancer
check button Figure of enriched GO biological processes.
TissueDisease StageEnriched GO biological Processes
ColorectumADGO analysis - Figure of enriched GO biological processes: Top 15 enriched GO BP terms are showed in the bar plot of each disease state in each tissue. Each row represents a significant GO biological process which is colored according to the -log10(p.adjust).
ColorectumSERGO analysis - Figure of enriched GO biological processes: Top 15 enriched GO BP terms are showed in the bar plot of each disease state in each tissue. Each row represents a significant GO biological process which is colored according to the -log10(p.adjust).
ColorectumMSSGO analysis - Figure of enriched GO biological processes: Top 15 enriched GO BP terms are showed in the bar plot of each disease state in each tissue. Each row represents a significant GO biological process which is colored according to the -log10(p.adjust).
ColorectumMSI-HGO analysis - Figure of enriched GO biological processes: Top 15 enriched GO BP terms are showed in the bar plot of each disease state in each tissue. Each row represents a significant GO biological process which is colored according to the -log10(p.adjust).
ColorectumFAPGO analysis - Figure of enriched GO biological processes: Top 15 enriched GO BP terms are showed in the bar plot of each disease state in each tissue. Each row represents a significant GO biological process which is colored according to the -log10(p.adjust).
∗Top 15 enriched GO BP terms are showed in the bar plot of each disease state in each tissue. Each row represents a significant GO biological process which is colored according to the -log10(p.adjust).
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check button Enriched GO biological processes.
GO IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustCount
GO:004819318EsophagusESCCGolgi vesicle transport231/8552296/187231.82e-309.63e-28231
GO:001619715EsophagusESCCendosomal transport168/8552230/187232.28e-171.93e-15168
GO:000703417EsophagusESCCvacuolar transport119/8552157/187231.16e-146.30e-13119
GO:001648210EsophagusESCCcytosolic transport124/8552168/187239.69e-144.69e-12124
GO:009887615EsophagusESCCvesicle-mediated transport to the plasma membrane99/8552136/187231.13e-103.39e-0999
GO:000716320EsophagusESCCestablishment or maintenance of cell polarity143/8552218/187232.05e-094.65e-08143
GO:00070419EsophagusESCClysosomal transport83/8552114/187233.52e-097.41e-0883
GO:003001018EsophagusESCCestablishment of cell polarity96/8552143/187231.69e-072.67e-0696
GO:00421477EsophagusESCCretrograde transport, endosome to Golgi63/855291/187234.58e-064.87e-0563
GO:00324565EsophagusESCCendocytic recycling51/855273/187232.47e-052.10e-0451
GO:00083333EsophagusESCCendosome to lysosome transport40/855255/187234.27e-053.42e-0440
GO:00726735EsophagusESCClamellipodium morphogenesis14/855217/187232.22e-039.78e-0314
GO:009758116EsophagusESCClamellipodium organization53/855290/187237.92e-032.82e-0253
GO:004819311LiverCirrhoticGolgi vesicle transport153/4634296/187231.02e-236.43e-21153
GO:001648211LiverCirrhoticcytosolic transport74/4634168/187233.34e-081.12e-0674
GO:001619711LiverCirrhoticendosomal transport93/4634230/187231.01e-072.93e-0693
GO:009758111LiverCirrhoticlamellipodium organization40/463490/187233.48e-054.26e-0440
GO:004214711LiverCirrhoticretrograde transport, endosome to Golgi34/463491/187235.01e-032.60e-0234
GO:004819321LiverHCCGolgi vesicle transport217/7958296/187232.58e-271.02e-24217
GO:001619721LiverHCCendosomal transport154/7958230/187234.74e-142.95e-12154
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa04144210EsophagusESCCEndocytosis186/4205251/84659.74e-164.66e-142.39e-14186
hsa0414437EsophagusESCCEndocytosis186/4205251/84659.74e-164.66e-142.39e-14186
hsa0414412LiverCirrhoticEndocytosis119/2530251/84652.33e-094.56e-082.81e-08119
hsa0414413LiverCirrhoticEndocytosis119/2530251/84652.33e-094.56e-082.81e-08119
hsa0414422LiverHCCEndocytosis178/4020251/84652.03e-145.22e-132.91e-13178
hsa0414432LiverHCCEndocytosis178/4020251/84652.03e-145.22e-132.91e-13178
hsa0414427Oral cavityOSCCEndocytosis174/3704251/84659.42e-174.51e-152.29e-15174
hsa04144112Oral cavityOSCCEndocytosis174/3704251/84659.42e-174.51e-152.29e-15174
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Cell-cell communication analysis

check buttonIdentification of potential cell-cell interactions between two cell types and their ligand-receptor pairs for different disease states
LigandReceptorLRpairPathwayTissueDisease Stage
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Single-cell gene regulatory network inference analysis

check buttonFind out the significant the regulons (TFs) and the target genes of each regulon across cell types for different disease states
TFCell TypeTissueDisease StageTarget GeneRSSRegulon Activity
∗The dot plots of a searched regulon are shown for all cell subpopulations in each disease state of each tissue based on the regulon specific score inferred using pySCENIC and by calculating the average expression.
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Somatic mutation of malignant transformation related genes

check buttonAnnotation of somatic variants for genes involved in malignant transformation
Hugo SymbolVariant ClassVariant ClassificationdbSNP RSHGVScHGVSpHGVSp ShortSWISSPROTBIOTYPESIFTPolyPhenTumor Sample BarcodeTissueHistologySexAgeStageTherapy TypesDrugsOutcome
SNX2SNVMissense_Mutationnovelc.440N>Tp.Ser147Leup.S147LO60749protein_codingdeleterious(0.02)benign(0.243)TCGA-3C-AALI-01Breastbreast invasive carcinomaFemale<65I/IIUnspecificPoly EComplete Response
SNX2SNVMissense_Mutationc.1114G>Cp.Glu372Glnp.E372QO60749protein_codingdeleterious(0)benign(0.392)TCGA-AN-A0XW-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownSD
SNX2SNVMissense_Mutationc.971N>Cp.His324Prop.H324PO60749protein_codingdeleterious(0)possibly_damaging(0.88)TCGA-C8-A274-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
SNX2SNVMissense_Mutationnovelc.1111G>Ap.Glu371Lysp.E371KO60749protein_codingdeleterious(0.01)benign(0.324)TCGA-VS-A94Z-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
SNX2SNVMissense_Mutationc.354G>Ap.Met118Ilep.M118IO60749protein_codingtolerated(0.55)benign(0)TCGA-A6-6781-01Colorectumcolon adenocarcinomaMale<65III/IVChemotherapyoxaliplatinSD
SNX2SNVMissense_Mutationnovelc.857N>Cp.Asn286Thrp.N286TO60749protein_codingtolerated(0.06)benign(0.223)TCGA-AA-3688-01Colorectumcolon adenocarcinomaMale>=65III/IVUnknownUnknownSD
SNX2SNVMissense_Mutationrs138514194c.364N>Ap.Val122Metp.V122MO60749protein_codingtolerated(0.11)possibly_damaging(0.631)TCGA-AA-3811-01Colorectumcolon adenocarcinomaFemale>=65III/IVUnknownUnknownPD
SNX2SNVMissense_Mutationc.633N>Tp.Lys211Asnp.K211NO60749protein_codingdeleterious(0)probably_damaging(0.977)TCGA-AA-A010-01Colorectumcolon adenocarcinomaFemale<65I/IIChemotherapyfolinicCR
SNX2SNVMissense_Mutationrs760493667c.1465G>Ap.Val489Ilep.V489IO60749protein_codingtolerated(0.46)benign(0.001)TCGA-AA-A02H-01Colorectumcolon adenocarcinomaFemale>=65III/IVUnknownUnknownPD
SNX2SNVMissense_Mutationc.240N>Tp.Glu80Aspp.E80DO60749protein_codingtolerated(0.13)possibly_damaging(0.887)TCGA-AZ-6608-01Colorectumcolon adenocarcinomaFemale<65III/IVUnknownUnknownSD
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Related drugs of malignant transformation related genes

check buttonIdentification of chemicals and drugs interact with genes involved in malignant transfromation
(DGIdb 4.0)
Entrez IDSymbolCategoryInteraction TypesDrug Claim NameDrug NamePMIDs
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